Deep smart contract intent detection

Y Huang, S Fang, J Li, J Tao, B Hu, T Zhang - arXiv preprint arXiv …, 2022 - arxiv.org
In recent years, researchers in the software security field have focused on detecting
vulnerabilities in smart contracts to avoid significant losses of crypto assets on the …

CRPWarner: Warning the Risk of Contract-related Rug Pull in DeFi Smart Contracts

Z Lin, J Chen, J Wu, W Zhang, Y Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In recent years, Decentralized Finance (DeFi) has grown rapidly due to the development of
blockchain technology and smart contracts. As of March 2023, the estimated global …

Safeguarding Blockchain Ecosystem: Understanding and Detecting Attack Transactions on Cross-chain Bridges

J Wu, K Lin, D Lin, B Zhang, Z Wu, J Su - arXiv preprint arXiv:2410.14493, 2024 - arxiv.org
Cross-chain bridges are essential decentralized applications (DApps) to facilitate
interoperability between different blockchain networks. Unlike regular DApps, the …

[HTML][HTML] Detecting Rug-Pull: Analyzing Smart Contract Backdoor Codes in Ethereum

KW Yu, BM Lee - Applied Sciences, 2025 - mdpi.com
Smart contracts enable autonomous execution between contracting parties without a
centralized authority, thereby reducing contract management costs and enhancing the …

The Kosmosis Use-Case of Crypto Rug Pull Detection and Prevention

P Stangl, CP Neumann - arXiv preprint arXiv:2405.19762, 2024 - arxiv.org
Current methods to prevent crypto asset fraud are based on the analysis of transaction
graphs within blockchain networks. While effective for identifying transaction patterns …

Beyond the Hype: A Meme Coin Reality Check for Retail Investors

D Krause - Available at SSRN 4891841, 2024 - papers.ssrn.com
In recent years, meme cryptocurrency coins have surged in popularity, evolving from online
jokes and viral social media trends to become a point of interest for young retail investors …

DeFiAligner: Leveraging Symbolic Analysis and Large Language Models for Inconsistency Detection in Decentralized Finance

R Gan, L Zhou, L Wang, K Qin… - 6th Conference on …, 2024 - drops.dagstuhl.de
Abstract Decentralized Finance (DeFi) has witnessed a monumental surge, reaching 53.039
billion USD in total value locked. As this sector continues to expand, ensuring the reliability …

A Taxonomy of Anti-Fraud Measures within Token Economy: Insights from Rug Pull Schemes

C Sechting, P Raschke - 2024 6th Conference on Blockchain …, 2024 - ieeexplore.ieee.org
Decentralized Finance is still a growing sector that locks in billions of USD and serves as a
platform for scammers to defraud investors. The most common fraud is the so-called rug pull …

JANUS: A Difference-Oriented Analyzer For Financial Centralization Risks in Smart Contracts

W Wang, P Zhang, R Ji, W Huang, Z Meng… - arXiv preprint arXiv …, 2024 - arxiv.org
Some smart contracts violate decentralization principles by defining privileged accounts that
manage other users' assets without permission, introducing centralization risks that have …

Serial Scammers and Attack of the Clones: How Scammers Coordinate Multiple Rug Pulls on Decentralized Exchanges

PD Huynh, SH Dau, HY Tran, N Huppert, H Sun… - arXiv preprint arXiv …, 2024 - arxiv.org
We explored in this work the ubiquitous phenomenon of serial scammers, who deploy
thousands of addresses to conduct a series of similar Rug Pulls on popular decentralized …